Machine Learning Models in Cryptocurrency Trading
Sarah Chen
Published on March 16, 2024 · 1 min read
Machine Learning Models in Cryptocurrency Trading
Machine learning has revolutionized cryptocurrency trading by enabling sophisticated market analysis and prediction models. Let’s explore the most effective ML approaches for crypto trading.
Model Architecture
Deep Learning Networks
- LSTM networks for time series
- Transformer models
- Convolutional Neural Networks
- Hybrid architectures
Feature Engineering
- Price action indicators
- Volume metrics
- Network data
- Sentiment analysis
Data Processing Pipeline
Data Collection
- Exchange APIs
- On-chain metrics
- Social media feeds
- News aggregation
Preprocessing
- Normalization techniques
- Feature scaling
- Missing data handling
- Outlier detection
Model Deployment
- Real-time inference
- Model monitoring
- Performance metrics
- Continuous training